{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Aggregating and weighting diverse data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook, we illustrate the aggregation of various data, and how to combine that with an adaptive scheme of computing weights." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Aggregating diverse distance functions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We want to combine different distance metrics operating on subsets of the data to one distance value. As a toy model, assume we want to combine a Laplace and a Normal distance." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# install if not done yet\n", "!pip install pyabc --quiet" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import tempfile\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from scipy import stats\n", "\n", "import pyabc\n", "\n", "p_true = {'p0': 0, 'p1': 0}\n", "\n", "\n", "def model(p):\n", " return {\n", " 's0': p['p0'] + 0.1 * np.random.normal(),\n", " 's1': p['p1'] + 0.1 * np.random.normal(),\n", " }\n", "\n", "\n", "observation = {'s0': 0, 's1': 0}\n", "\n", "\n", "def distance0(x, x_0):\n", " return abs(x['s0'] - x_0['s0'])\n", "\n", "\n", "def distance1(x, x_0):\n", " return (x['s1'] - x_0['s1']) ** 2\n", "\n", "\n", "# prior\n", "prior = pyabc.Distribution(\n", " p0=pyabc.RV(\"uniform\", -1, 2), p1=pyabc.RV(\"uniform\", -1, 2)\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The key is now to use `pyabc.distance.AggregatedDistance` to combine both." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "ABC.Sampler INFO: Parallelize sampling on 4 processes.\n", "ABC.History INFO: Start \n", "ABC INFO: Calibration sample t = -1.\n", "ABC INFO: t: 0, eps: 7.93828347e-01.\n", "ABC INFO: Accepted: 100 / 227 = 4.4053e-01, ESS: 1.0000e+02.\n", "ABC INFO: t: 1, eps: 5.47513600e-01.\n", "ABC INFO: Accepted: 100 / 227 = 4.4053e-01, ESS: 9.3165e+01.\n", "ABC INFO: t: 2, eps: 3.48865157e-01.\n", "ABC INFO: Accepted: 100 / 192 = 5.2083e-01, ESS: 8.7158e+01.\n", "ABC INFO: t: 3, eps: 2.17783825e-01.\n", "ABC INFO: Accepted: 100 / 249 = 4.0161e-01, ESS: 8.8381e+01.\n", "ABC INFO: t: 4, eps: 1.47444558e-01.\n", "ABC INFO: Accepted: 100 / 340 = 2.9412e-01, ESS: 9.2480e+01.\n", "ABC INFO: t: 5, eps: 8.91141994e-02.\n", "ABC INFO: Accepted: 100 / 394 = 2.5381e-01, ESS: 7.4999e+01.\n", "ABC INFO: Stop: Maximum number of generations.\n", "ABC.History INFO: Done \n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "distance = pyabc.AggregatedDistance([distance0, distance1])\n", "\n", "abc = pyabc.ABCSMC(model, prior, distance)\n", "db_path = \"sqlite:///\" + os.path.join(tempfile.gettempdir(), \"tmp.db\")\n", "abc.new(db_path, observation)\n", "history1 = abc.run(max_nr_populations=6)\n", "\n", "# plotting\n", "\n", "\n", "def plot_history(history):\n", " fig, ax = plt.subplots()\n", " for t in range(history.max_t + 1):\n", " df, w = history.get_distribution(m=0, t=t)\n", " pyabc.visualization.plot_kde_1d(\n", " df,\n", " w,\n", " xmin=-1,\n", " xmax=1,\n", " x='p0',\n", " ax=ax,\n", " label=f\"PDF t={t}\",\n", " refval=p_true,\n", " )\n", " ax.legend()\n", "\n", " fig, ax = plt.subplots()\n", " for t in range(history.max_t + 1):\n", " df, w = history.get_distribution(m=0, t=t)\n", " pyabc.visualization.plot_kde_1d(\n", " df,\n", " w,\n", " xmin=-1,\n", " xmax=1,\n", " x='p1',\n", " ax=ax,\n", " label=f\"PDF t={t}\",\n", " refval=p_true,\n", " )\n", " ax.legend()\n", "\n", "\n", "plot_history(history1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Weighted aggregation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A problem with the previous aggregation of distance function is that usually they vary on different scales. In order to account for all in a similar manner, one thing one can do is to weight them.\n", "\n", "Let us look at a simple example of two summary statistics which vary on very different scales:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "ABC.Sampler INFO: Parallelize sampling on 4 processes.\n", "ABC.History INFO: Start \n", "ABC INFO: Calibration sample t = -1.\n", "ABC INFO: t: 0, eps: 4.59935137e+03.\n", "ABC INFO: Accepted: 100 / 215 = 4.6512e-01, ESS: 1.0000e+02.\n", "ABC INFO: t: 1, eps: 1.09029894e+03.\n", "ABC INFO: Accepted: 100 / 421 = 2.3753e-01, ESS: 9.3548e+01.\n", "ABC INFO: t: 2, eps: 2.14142711e+02.\n", "ABC INFO: Accepted: 100 / 784 = 1.2755e-01, ESS: 9.1347e+01.\n", "ABC INFO: t: 3, eps: 4.48406680e+01.\n", "ABC INFO: Accepted: 100 / 1955 = 5.1151e-02, ESS: 7.7921e+01.\n", "ABC INFO: t: 4, eps: 1.34184695e+01.\n", "ABC INFO: Accepted: 100 / 3585 = 2.7894e-02, ESS: 7.8617e+01.\n", "ABC INFO: t: 5, eps: 4.69471462e+00.\n", "ABC INFO: Accepted: 100 / 6668 = 1.4997e-02, ESS: 9.5092e+01.\n", "ABC INFO: Stop: Maximum number of generations.\n", "ABC.History INFO: Done \n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import os\n", "import tempfile\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from scipy import stats\n", "\n", "import pyabc\n", "\n", "p_true = {'p0': 0, 'p1': 0}\n", "\n", "\n", "def model(p):\n", " return {\n", " 's0': p['p0'] + 0.1 * np.random.normal(),\n", " 's1': p['p1'] + 100 * np.random.normal(),\n", " }\n", "\n", "\n", "observation = {'s0': 0, 's1': 0}\n", "\n", "\n", "def distance0(x, x_0):\n", " return abs(x['s0'] - x_0['s0'])\n", "\n", "\n", "def distance1(x, x_0):\n", " return (x['s1'] - x_0['s1']) ** 2\n", "\n", "\n", "# prior\n", "prior = pyabc.Distribution(\n", " p0=pyabc.RV(\"uniform\", -1, 2), p1=pyabc.RV(\"uniform\", -1, 2)\n", ")\n", "\n", "distance = pyabc.AggregatedDistance([distance0, distance1])\n", "\n", "abc = pyabc.ABCSMC(model, prior, distance)\n", "db_path = \"sqlite:///\" + os.path.join(tempfile.gettempdir(), \"tmp.db\")\n", "abc.new(db_path, observation)\n", "history1 = abc.run(max_nr_populations=6)\n", "\n", "# plotting\n", "\n", "\n", "def plot_history(history):\n", " fig, ax = plt.subplots()\n", " for t in range(history.max_t + 1):\n", " df, w = history.get_distribution(m=0, t=t)\n", " pyabc.visualization.plot_kde_1d(\n", " df,\n", " w,\n", " xmin=-1,\n", " xmax=1,\n", " x='p0',\n", " ax=ax,\n", " label=f\"PDF t={t}\",\n", " refval=p_true,\n", " )\n", " ax.legend()\n", "\n", " fig, ax = plt.subplots()\n", " for t in range(history.max_t + 1):\n", " df, w = history.get_distribution(m=0, t=t)\n", " pyabc.visualization.plot_kde_1d(\n", " df,\n", " w,\n", " xmin=-1,\n", " xmax=1,\n", " x='p1',\n", " ax=ax,\n", " label=f\"PDF t={t}\",\n", " refval=p_true,\n", " )\n", " ax.legend()\n", "\n", "\n", "plot_history(history1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The algorithm has problems extracting information from the first summary statistic on the first parameter, because the second summary statistic is on a much larger scale. Let us use the `pyabc.distance.AdaptiveAggregatedDistance` instead, which tries to find good weights itself (and even adapts these weights over time):" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "ABC.Sampler INFO: Parallelize sampling on 4 processes.\n", "ABC.History INFO: Start \n", "ABC INFO: Calibration sample t = -1.\n", "ABC.Population INFO: Recording also rejected particles: True\n", "ABC INFO: t: 0, eps: 5.56804028e-01.\n", "ABC INFO: Accepted: 100 / 215 = 4.6512e-01, ESS: 1.0000e+02.\n", "ABC INFO: t: 1, eps: 3.16722119e-01.\n", "ABC INFO: Accepted: 100 / 190 = 5.2632e-01, ESS: 9.2354e+01.\n", "ABC INFO: t: 2, eps: 2.20958442e-01.\n", "ABC INFO: Accepted: 100 / 346 = 2.8902e-01, ESS: 9.6911e+01.\n", "ABC INFO: t: 3, eps: 1.61422674e-01.\n", "ABC INFO: Accepted: 100 / 408 = 2.4510e-01, ESS: 8.1748e+01.\n", "ABC INFO: t: 4, eps: 1.16683118e-01.\n", "ABC INFO: Accepted: 100 / 587 = 1.7036e-01, ESS: 7.4133e+01.\n", "ABC INFO: t: 5, eps: 6.81859941e-02.\n", "ABC INFO: Accepted: 100 / 1256 = 7.9618e-02, ESS: 8.0627e+01.\n", "ABC INFO: Stop: Maximum number of generations.\n", "ABC.History INFO: Done \n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# prior\n", "prior = pyabc.Distribution(\n", " p0=pyabc.RV(\"uniform\", -1, 2), p1=pyabc.RV(\"uniform\", -1, 2)\n", ")\n", "\n", "distance = pyabc.AdaptiveAggregatedDistance([distance0, distance1])\n", "\n", "abc = pyabc.ABCSMC(model, prior, distance)\n", "db_path = \"sqlite:///\" + os.path.join(tempfile.gettempdir(), \"tmp.db\")\n", "abc.new(db_path, observation)\n", "history2 = abc.run(max_nr_populations=6)\n", "\n", "plot_history(history2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result is much better. We can also only initially calculate weights by setting `adaptive=False`:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "ABC.Sampler INFO: Parallelize sampling on 4 processes.\n", "ABC.History INFO: Start \n", "ABC INFO: Calibration sample t = -1.\n", "ABC INFO: t: 0, eps: 5.66625277e-01.\n", "ABC INFO: Accepted: 100 / 211 = 4.7393e-01, ESS: 1.0000e+02.\n", "ABC INFO: t: 1, eps: 3.59666990e-01.\n", "ABC INFO: Accepted: 100 / 219 = 4.5662e-01, ESS: 9.1798e+01.\n", "ABC INFO: t: 2, eps: 2.23159544e-01.\n", "ABC INFO: Accepted: 100 / 300 = 3.3333e-01, ESS: 9.4351e+01.\n", "ABC INFO: t: 3, eps: 1.44789110e-01.\n", "ABC INFO: Accepted: 100 / 336 = 2.9762e-01, ESS: 8.3898e+01.\n", "ABC INFO: t: 4, eps: 9.83630433e-02.\n", "ABC INFO: Accepted: 100 / 597 = 1.6750e-01, ESS: 8.1514e+01.\n", "ABC INFO: t: 5, eps: 5.39954272e-02.\n", "ABC INFO: Accepted: 100 / 1284 = 7.7882e-02, ESS: 6.7990e+01.\n", "ABC INFO: Stop: Maximum number of generations.\n", "ABC.History INFO: Done \n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# prior\n", "prior = pyabc.Distribution(\n", " p0=pyabc.RV(\"uniform\", -1, 2), p1=pyabc.RV(\"uniform\", -1, 2)\n", ")\n", "\n", "distance = pyabc.AdaptiveAggregatedDistance(\n", " [distance0, distance1], adaptive=False\n", ")\n", "\n", "abc = pyabc.ABCSMC(model, prior, distance)\n", "db_path = \"sqlite:///\" + os.path.join(tempfile.gettempdir(), \"tmp.db\")\n", "abc.new(db_path, observation)\n", "history3 = abc.run(max_nr_populations=6)\n", "\n", "plot_history(history3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, pre-calibration performs comparable to adaptation, because the weights do not change so much over time. Note that one can also specify other scale functions, by passing ``AdaptiveAggregatedDistance(distances, scale_function)``, e.g. ``pyabc.distance.mean[/median/span]``." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following plots demonstrate that we not only have a much better posterior approximation after the same number of iterations in the second and third run compared to the first, but we achieve that actually with a much lower number of samples." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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B4OPAcZIeAmYASwGTKBvKnWD7go5HGBERPWeowqL3AYcCh9adSFcDngL+YPvJZsKLiIhe1E5h0VWAlYBZwL1JPBERsaiGKq+zLnASsAJwTz28pqSZwP5ZZBoREQtrqDGf04AP2r6h9aCkDSn13t7QwbgiIqKHDdXttuzgxANg+5fAsp0LKSIiet1QLZ9LJV0MfA+4ux6bAOwNXNbpwCIioncNNdvtIElbAttR6rxBGfs50fYlTQQXERG9acidTG1fClzaUCwREdEnFqq2m6RThjuQiIjoH0NNtV5pXncBW3UmnIiI6AdDdbvNAP7KC/fzcb29cieDioiI3jZU8vkzsJntuwbfIenuuTw+IiKiLUON+RwHrDiP+44Z/lAiIqJfDDXV+sQh7ju+M+FEREQ/GHKqNYCkHeZy+BHgNtvThz+kiIjodfNNPsD7gbcAV9fbmwI3Ai+VdKTtMzoUW0RE9Kh2ks/iwKtt3w/Pb7HwPWAD4FogySciIhZIO4tMJwwknmp6PfYQ8GxnwoqIiF7WTsvnGkkXAefU2zvVY8sCMzsVWERE9K52ks8BwA7AxvX26cB5tg3827yeJOm7wDbAdNuvXdRAIyKid8w3+di2pOuAZygVDn5VE8/8nAacQBkfioiIeN58x3wk7QL8itLdtgtwg6Sd5vc829cCDy1yhBER0XPa6Xb7NLD+wJoeSeOBq4BzhyMASfsB+wFMnDhxOF4yIiJGuHZmu40ZtJj0wTaf1xbbp9iebHvy+PHjh+tlIyJiBGun5XOZpMuBs+vtXYHsZBoREQutnQkHh0jaEdioHjrF9o86G1ZERPSydlo+2D4POG9BXljS2ZRSPOMk/Q34rO3vLHCEERHRc4bayfQxytTqf7qLMgN7+aFe2PbuixhbRET0qKG2VBjbZCAREdE/hm3WWkRERLuSfCIionFJPhER0bgkn4iIaFyST0RENC7JJyIiGpfkExERjUvyiYiIxiX5RERE45J8IiKicUk+ERHRuCSfiIhoXJJPREQ0LsknIiIal+QTERGNS/KJiIjGJflERETjknwiIqJxST4REdG4JJ+IiGhckk9ERDQuySciIhqX5BMREY1L8omIiMYl+UREROOSfCIionFJPhER0bgkn4iIaFyST0RENK6jyUfSFpLulDRV0mGdPFdERIweHUs+khYDTgS2BNYBdpe0TqfOFxERo0cnWz5vBqba/rPtZ4AfANt18HwRETFKLN7B114DuLvl9t+ADQY/SNJ+wH715uOS7uxgTKPBOOCBbgexKPSlbkcw4uU97g+j+n0epvd4rXnd0cnk0xbbpwCndDuOkULSFNuTux1HdE7e4/6Q93lonex2uweY0HJ7zXosIiL6XCeTz6+Bf5H0UklLArsBF3bwfBERMUp0rNvN9mxJBwKXA4sB37V9R6fO10PSBdn78h73h7zPQ5DtbscQERF9JhUOIiKicUk+ERHRuCSfiIhoXJLPKCZpzW7HEBGdJ2kVSS/qdhzDKclnlJK0KnCEpI90O5aI6AwVqwDnADtLWqrbMQ2XJJ/R63HgKuBVkt7X7WBieElSt2OIEUG27weOBt4NbNUrfxtJPqOU7ceB5YAXA++R9J7uRhTDRZJsW9Jmko6R9D5J63c7rmie7efqt0sCywLfA/asC/dHtSSfUUrSPsDHgVOBG4ENJX2gq0HFsKiJZ0vgWGAKsDOwV92mJPqMpN2AI4Bdgf8APgTsMNpbQF0vLBrtGbgart+PBV4GfMH2VZJuoWxXsZMkbH+ri6HG8NgA2J7yPo8D9rU9R9KKth/ubmjRsJWBa23fB5woaQbwTWAZSWfbfqq74S2ctHxGAUljWhLPhylXwg8BH5S0hu0HgPMp3XBvkPTirgUbi0TS6+oV7TPA94GjgO1t31NbQ5unBdS7WlszLe/zncByktaoF6E/BK4HtqWULhuV0vIZBQb6fSVtD7we+CJwP/AS4NOSjgVeAzwKHGV7ZpdCjUVQp9IeDFxJuZjYErjM9t8kbQx8DfiQ7TndizI6adBF5qqSngO+C4wFDgBulrQsMBs4uI79jkqp7TYKSBpDGWz8G/Bb22+pV0jrAjsA/wYYOND2b7oWaCywQd2piwMfBsbbPkLStsBHgacpmzMebvui7kUbTZD0fmDv+jUVeD9wGbAvZZualwGfsH1714IcBkk+I9SgD6XFan//K4BfAl+zfVTLY18CzBrNV0H9RtLywBjbMyWtAyxm+7a6fut/gSNsn1tbQxOAZ2zf1fp3Eb1h0P/1McBXgJOAjYGdgO1sz2p5/HK98H89Yz4j0KA/xt2BgyW9w/ZU4M3A/pI+PfB42w/2wh9jv6gTRg4Blqrjc+8ALq7T5RcHDgJeJ2l527NsT7V9F/yjWyZ6Q33/163fb0hp4U4HvgS8E3in7VmSPifpvfVpT3Qh1GGXMZ8RqCXxHADsAXwd+B9Jn7X9NUlvAf4gaZbtY7sZayw4249JOgFYgvIB8y3gBspV7qaUlo6AsyjjeNGDatf5msC2kj4FrGx7U0lTKV1sewKzJe0EvIsy1bpnLkCSfEYQSesBd9h+RtJrKB9MW1JWNk8Ftq9N7i/ULrieKbXRD2oX2vK2Z1Bms21KGbMTcDZwE2Va9Zco43gTgD90JdjouLqeayqwFuX/+Rfq8R9KmkhpHZsysWhP23d2LdgOyJjPCCLpAsrEgq1qAlqZ0iQ/zPbbJL0L+AFlxtNpXQs0Fli9yt0MWA1YHtjF9lsl7UhZz3MlcIntGfWxK9u+P2M8vWfweyrp9ZTxnVcCd9r+Rj3+Wsoko8XrcoqekjGfEWBgPr/t7eqh0yQtYXs65YPqsXp8DnAxpaZbjCL1w+Y2YB/gv4DT6/HzgAsoLZ1tJa3q4v6W50WPGDSeu1u9oBxXE84vgTdK2qtelLwDeKQXEw8k+YwIA+s2JL0b+CvlCvnKOvX2euAJSVdSigt+yvbfuhZsLLCBhYM1ofwP8HNgRUlvqMfPAa6gvO+jdtFgzF9L4jmYMo1+WeCbkva2fTZlSvVWwDGUlnDPXnyk222EkLQZZXrlRsAsymDzYpQumbHAJsBvbP+pa0HGQpO0AeX9fAa4BfgGcB/lPV+ZMu5zby2hEj1mUIvn1cBxlJJYhwBvpYzvHWv7W5KWAFasPR89Ky2fLplLUcCHgZ/anm77EdvbAJOAS4GZts9P4hldBt5jSZsAP6LMXDwT2J9SyWA14DPATyldL0k8PWhQ4tme8r7vCWwDvMP2vwPHU+q27W/72V5PPJDZbl0x6I9xCcpYzkPA2pLebPtX9aHfoUyvHAfc25VgY6HV2UwbUWYt7mH7akkTgF9Q3u+PUcoifdv2jV0MNTqo5f/6tsCBwE62H65lcs6tD3ua0q1+RXeibF6ST8MGJZ6PAf+HMo36eODLwEmSzgJWAjakFJVM4hllWt7nPerXLwBs310XC+5m+0zK+p7Bz4keU7vV30MZxxmoSi5gC0kvp7SCNrX9127F2LR0uzWsJfFsCGwBnAY8SCkeeDNlr445lORzUCYXjC4t3anLANjeH/g28Ik6dR5K9fG1NGhL5CSe3lHL5LSaCTwHvL4mG+pyiW8Cv6Isr+ibxAOZcNAVkrYDjgSOsX2WpBUoRQTfCfyn7SldDTAWykDLRdJWlGoFdwOn2f6LpBMps9l+DLwWOLVOs44eo7IFykAl+q0oW97fR+lq/SrwG+DHtVxW30rLpwFzmVxwJeUPcWcA249QWkBXAEdIWnouV04xwtXE83ZKhYKvUS4mjpP0VtsHUBLPTsDnbJ+n7MvTcyStSx3HkbQnZVbjDsDllBmrh1DG+XaXNKk7UY4M+YDrsEFjPOtLeqPtJynlNFaUdAqUel+Uabfvsf2U/7F3e4xgkiZI2kbSUpKWpHSl7gWsQulmmQocVhPQYZR1HCep7EiafXl6iKRlbN9C+X99CfBG4G22D6ZcdJwMrE1p/axOn9ftS7dbQyR9kjKo+DjlA+lYYAZwCTDd9u5dDC8WUp3BdCSlNfNjSUtT1mWdCexYi4jeCVxD2YPlcUlfB77cb338vayu3Xmn7WPq7TMoLZ2dgJtsPydpX2At25+RtLRH6fbXwyUtnw5p7WqrpTI2t70p8CdKq+cTlEkFWwNjJa3WjThj4dVW7YXA9yjbXry7fqA8R5ke/6ZaAPYu4CTXbS9sH5TE0zvqlOk/A6dIeqOkdWzvRSmX8ylKiSworeG16mfD092JduRIy6cDJI2t3WhIWonyxzcGeDulYsFHKR9YdwH/YfvP3Yo1Fk0dUN4feJJSn+0Al6rE7wP2o7z3h9UkFT2mXlx8CLjA9s8knUzZ4vqrtqdKOp9StfpSyl5cn7R9a/ciHjmyzmeY1Zlr75H0GGW/lu0pA8+LA+sB/237TknXUK6E+rrfdzRT2XX0cMoMxWsk7Qp8rE4WOY0yyLxcfb+zhqd3zQG2lPQQpUfjs8CBkk6wvYOkH1PW8+3UD5UL2pWWzzCStDVlYej5lMrTTwPrDfzBSfpPYBfgh5TNoXZLq2f0kPRKygXEz23fXY+dSpnddJnLVuefBD5PqWiQqdQ9atBEon+hlMtZlnLR8RfgKMpePN+2/TtJa9i+p1vxjkQZ8xkmkrYB/hu4lVI6/3hKq6Z1IsGxlF1JXwW8N4ln9Kj99PsBZwDHSPqayhbID1L2YZlYH/oTSl//tC6EGQ0Y3Iq1/UfgFErX6z7ASyk1+5YD9lbZHiWJZ5C0fIZB7X45GzjU9q9bjk+mtHK+YvsEle1wfw3clS6Y0aeu4fkspUzKVyjVqSdR+vSvpVSn3gQ40PbV3YkyOmlQi2dfynTq31Cm0D8BHETZYfj7wB8p3a73dyncES0tn+ExC3gWeLouEP2cpJ8Ch1J2Ijy8ruf5KrBUEs/oZPtK4AHg3S4b/02jlMNfldLlsgzw/iSe3tWSeA6krOe6iNLldjRl7c5xlK0zdgSeTeKZt7R8hkHtkvk4sDll9fJVwHXA7yhre6YB9wC3257WnShjUbSUzlkf2JYyznMW5cPmL5R9mC6w/ZvuRRmdUnsxJlKqVIynTCz4HLAvpYLBlZSySZ8H/k7Z+npGN2IdLZJ8homk5YDXUTaFusD2rHr8NOBil90qY5SrxUHPoMxeOtj2yfX4MrVyRfQYSVtQdhb9FmXPrVvr38EalA3gNqsXJd+iFAn9yMD//5i3dLsNE9uP277e9g9bEs/OlIR0U3eji+FSZy4eThnvuRCeLySZxNODJP0rZfLQ/raPH1ijU/8OxlIWFEMZ+5sCfDqJpz1Z59MBtVrBrsAHgF2dHUh7zS3AHcAmks5NHb6e9kpKZfLrBqpVD/xr+9o6xns1pUvuXelqa1+ST2fMpMx02a7fy6b3ItvP1pXsSyTx9DwDrxh8rC4kfpXtjSW9BnjQ2QZ9gST5dECt73Vxt+OIzmmdUh897R5gDUnL2360Za8eS9pV0nV1FmQsoIz5RETMQ00sM4Cf1EXFY+D5vXp2BP7QvehGt8x2i4iYC0mL255dv/8uZVznUUoF620oW2bc0cUQR7Ukn4joe3Mr/NoywWBtylYo61GqWYiyR0/KYy2CJJ+I6GuDSuasDcweSCx1ceklwPa2f97FMHtOkk9EBCDpEGAzSnmcW4FvAB8ErrJ9RbbFGF5JPhHRlwa1eN5O2eZ8C0knAavY3r5lllsSzzBL8omIvjMo8YwHVqBs+rgCZU+u7WzPkrR+ptV3RqZaR0TfUNWSeD5AKQq6JjCwGeQONfHsT9m7aWz3Iu5dWWQaEf1ksZbp05tRNn/b0va9kv4dWI2yBTaULRN2s/1Yt4LtZWn5RERfqOM6Z0g6TNKOlMKg6wDbA9g+HLiGMpX6xcDOWcfTORnziYieV7dFOJKyHcbKlA0Az6Jsi7An8N3WbU9ayuhEh6TbLSJ6mqSVKGt1trP9/yRNpOzPM9b2WZLmAHtIWsL29+vTclXeYel2i4ieZvshyky2L9ap03cBcyjbXkNJTD8Ctq2bQpJp1Z2XbreI6AuStgS+DlxOSTx71Ar0AzsRj7H9aBdD7CtJPhHRN+qMtiuAVW1Pl7T0QAKKZqXbLSL6hu2rKOt5rpa0chJP92TCQUT0FduXSloSuKwWDnXGeJqXbreI6EuSlrP9eLfj6FdJPhER0biM+UREROOSfCIionFJPhER0bgkn4iIaFymWkcMs1or7DbK/6+/AHvZntnVoCJGmLR8IobfU7bXtf1a4CHggG4HFDHSJPlEdNb1lLL9SLqmLmpE0jhJ0+r3+0g6X9Jlkv4o6ZjuhRvRjCSfiA6RtBiwGXBhGw9fF9gVeB2wq6QJHQwtouuSfCKG39KSbgHuA1YBrmzjOT+x/Yjtp4HfAmt1ML6IrkvyiRh+T9lel5JAxD/GfGbzj/9zSw16zqyW7+eQyUDR45J8IjrE9pPAQcAnJC0OTAPeVO/eqVtxRYwEST4RHWT7ZuBWYHfgWODDkm4GxnU1sIguS2HRiIhoXFo+ERHRuCSfiIhoXJJPREQ0LsknIiIal+QTERGNS/KJiIjGJflERETj/j/KBG4jVLuqLQAAAABJRU5ErkJggg==\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "histories = [history1, history2, history3]\n", "labels = [\"Standard\", \"Adaptive\", \"Pre-Calibrated\"]\n", "\n", "pyabc.visualization.plot_sample_numbers(histories, labels, rotation=45)\n", "pyabc.visualization.plot_total_sample_numbers(\n", " histories, labels, yscale='log10', rotation=45\n", ")\n", "pyabc.visualization.plot_effective_sample_sizes(histories, labels)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 4 }